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MethodC100C100+C100++C10C10+C10++SVHN
Network in Network (Lin et al.,2013)35.68110.41 18.812.35
Generalized Pooling (Lee et al., 2016)32.3717.62 16.051.69
Recurrent CNN (Liang & Hu, 2015)31.75=8.697.09=1.77
Multi-scale (Liao & Carneiro, 2015)27.56一6.87 一=1.76
FitNet Romero et al. (2015)1一 35.04=- 一8.39=2.42
Deeply Supervised (Lee et al., 2014)=一 34.57 一9.69 一7.9711.92
All-CNN (Springenberg et al., 2014)33.71 一=9.087.254.411
Highway Net (Srivastava et al., 2015)32.39 一=7.72、1
ELU (Clevert et al., 2016)一 24.28一 =6.55-1
Scalable BO (Snoek et al.,2015)一27.04一 = 一=6.371.77
Fractional Max-Pool (Graham,2014)=一 1 126.32= 一13.471
FitResNet (Mishkin & Matas, 2016)=一 27.66一 =5.84=1
ResNet (He et al., 2016a)1一 -==1 6.61==
ResNet by (Huang et al., 2016b)44.76一 27.2213.63一 6.41=2.01
Stochastic Depth (Huang et al., 2016b)37.80一 24.5811.66一 5.231.75
Identity Mapping (He et al.,2016b)=一 22.684.69-
ResNet in ResNet (Targ et al., 2016)一 22.90=5.01
Wide (Zagoruyko & Komodakis, 2016)1一 20.50 一- 14.17= 1
DenseNet-BC (Huang et al., 2016a)119.64一 17.60=5.19一 3.621.74
FractalNet (20 layers, 38.6M params)35.34一 23.3022.8510.18 一-
+ drop-path + dropout28.20一 23.7323.367.33 一5.22 4.605.112.01
Ldeepest column alone29.0524.3223.607.274.684.59 4.631.87
FractalNet (40layers,2.9params)11.89
一 22.4921.491一 5.245.211
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ModelDepthTrain LossError (%)
Plain50.78636.62
Plain100.15932.47
Plain200.03731.31
Plain400.58038.84
Fractal Col #150.67737.23
Fractal Col #2100.14132.85
Fractal Col #3200.02931.31
Fractal Col #4400.01631.75
Fractal Full400.01527.40
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Cols.DepthParams.Error (%)
150.3M37.32
2100.8M30.71
3202.1M27.69
4404.8M27.38
58010.2M26.46
616021.1M27.38
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MethodTop-1 (%)Top-5 (%)
VGG-1628.079.33
ResNet-34 C24.197.40
FractalNet-3424.127.39
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